Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 109.5 KiB |
| Average record size in memory | 112.1 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 2 |
CLASS is highly overall correlated with HbA1c | High correlation |
Cr is highly overall correlated with Urea | High correlation |
HbA1c is highly overall correlated with CLASS | High correlation |
TG is highly overall correlated with VLDL | High correlation |
Urea is highly overall correlated with Cr | High correlation |
VLDL is highly overall correlated with TG | High correlation |
CLASS is highly imbalanced (65.0%) | Imbalance |
Reproduction
| Analysis started | 2024-02-15 05:52:57.595843 |
|---|---|
| Analysis finished | 2024-02-15 05:53:40.947839 |
| Duration | 43.35 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 800 |
|---|---|
| Distinct (%) | 80.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 340.5 |
| Minimum | 1 |
|---|---|
| Maximum | 800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 25.95 |
| Q1 | 125.75 |
| median | 300.5 |
| Q3 | 550.25 |
| 95-th percentile | 750.05 |
| Maximum | 800 |
| Range | 799 |
| Interquartile range (IQR) | 424.5 |
Descriptive statistics
| Standard deviation | 240.39767 |
|---|---|
| Coefficient of variation (CV) | 0.70601372 |
| Kurtosis | -1.2222318 |
| Mean | 340.5 |
| Median Absolute Deviation (MAD) | 200 |
| Skewness | 0.33267921 |
| Sum | 340500 |
| Variance | 57791.041 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76 | 2 | 0.2% |
| 108 | 2 | 0.2% |
| 57 | 2 | 0.2% |
| 26 | 2 | 0.2% |
| 69 | 2 | 0.2% |
| 117 | 2 | 0.2% |
| 44 | 2 | 0.2% |
| 87 | 2 | 0.2% |
| 155 | 2 | 0.2% |
| 80 | 2 | 0.2% |
| Other values (790) | 980 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 | |
| 10 | 2 |
| Value | Count | Frequency (%) |
| 800 | 1 | |
| 799 | 1 | |
| 798 | 1 | |
| 797 | 1 | |
| 796 | 1 | |
| 795 | 1 | |
| 794 | 1 | |
| 793 | 1 | |
| 792 | 1 | |
| 791 | 1 |
No_Pation
Real number (ℝ)
| Distinct | 961 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 270551.41 |
| Minimum | 123 |
|---|---|
| Maximum | 75435657 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 123 |
|---|---|
| 5-th percentile | 3024.8 |
| Q1 | 24063.75 |
| median | 34395.5 |
| Q3 | 45384.25 |
| 95-th percentile | 454316 |
| Maximum | 75435657 |
| Range | 75435534 |
| Interquartile range (IQR) | 21320.5 |
Descriptive statistics
| Standard deviation | 3380757.8 |
|---|---|
| Coefficient of variation (CV) | 12.495806 |
| Kurtosis | 400.76331 |
| Mean | 270551.41 |
| Median Absolute Deviation (MAD) | 10359 |
| Skewness | 19.561029 |
| Sum | 2.7055141 × 108 |
| Variance | 1.1429523 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 454316 | 19 | 1.9% |
| 856 | 2 | 0.2% |
| 87654 | 2 | 0.2% |
| 71741 | 2 | 0.2% |
| 34290 | 2 | 0.2% |
| 14389 | 2 | 0.2% |
| 34517 | 2 | 0.2% |
| 48362 | 2 | 0.2% |
| 45646 | 2 | 0.2% |
| 44835 | 2 | 0.2% |
| Other values (951) | 963 |
| Value | Count | Frequency (%) |
| 123 | 1 | |
| 215 | 1 | |
| 234 | 2 | |
| 244 | 1 | |
| 252 | 1 | |
| 298 | 1 | |
| 345 | 2 | |
| 355 | 1 | |
| 356 | 1 | |
| 451 | 1 |
| Value | Count | Frequency (%) |
| 75435657 | 1 | |
| 66467878 | 1 | |
| 33656789 | 1 | |
| 8785782 | 1 | |
| 8432454 | 1 | |
| 7565435 | 1 | |
| 4515131 | 1 | |
| 1036556 | 1 | |
| 985322 | 1 | |
| 905146 | 1 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| M | |
|---|---|
| F | |
| f | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 565 | |
| F | 434 | |
| f | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 565 | |
| f | 435 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 565 | |
| F | 434 | |
| f | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 999 | |
| Lowercase Letter | 1 | 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 565 | |
| F | 434 |
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 565 | |
| F | 434 | |
| f | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 565 | |
| F | 434 | |
| f | 1 | 0.1% |
AGE
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.528 |
| Minimum | 20 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 51 |
| median | 55 |
| Q3 | 59 |
| 95-th percentile | 66 |
| Maximum | 79 |
| Range | 59 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 8.799241 |
|---|---|
| Coefficient of variation (CV) | 0.16438576 |
| Kurtosis | 1.4356393 |
| Mean | 53.528 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.8195359 |
| Sum | 53528 |
| Variance | 77.426643 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55 | 181 | |
| 60 | 88 | 8.8% |
| 54 | 84 | 8.4% |
| 51 | 51 | 5.1% |
| 61 | 49 | 4.9% |
| 56 | 48 | 4.8% |
| 52 | 44 | 4.4% |
| 50 | 43 | 4.3% |
| 59 | 32 | 3.2% |
| 57 | 31 | 3.1% |
| Other values (40) | 349 |
| Value | Count | Frequency (%) |
| 20 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 26 | 2 | 0.2% |
| 28 | 3 | 0.3% |
| 30 | 20 | |
| 31 | 9 | |
| 32 | 1 | 0.1% |
| 33 | 16 | |
| 34 | 5 | 0.5% |
| 35 | 11 |
| Value | Count | Frequency (%) |
| 79 | 1 | 0.1% |
| 77 | 4 | |
| 76 | 4 | |
| 75 | 2 | 0.2% |
| 73 | 8 | |
| 71 | 1 | 0.1% |
| 70 | 2 | 0.2% |
| 69 | 6 | |
| 68 | 8 | |
| 67 | 6 |
Urea
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 110 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.124743 |
| Minimum | 0.5 |
|---|---|
| Maximum | 38.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 2.3 |
| Q1 | 3.7 |
| median | 4.6 |
| Q3 | 5.7 |
| 95-th percentile | 9.615 |
| Maximum | 38.9 |
| Range | 38.4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.9351654 |
|---|---|
| Coefficient of variation (CV) | 0.57274393 |
| Kurtosis | 30.427642 |
| Mean | 5.124743 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.2989279 |
| Sum | 5124.743 |
| Variance | 8.6151962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.3 | 40 | 4.0% |
| 4 | 37 | 3.7% |
| 5 | 36 | 3.6% |
| 4.8 | 34 | 3.4% |
| 4.1 | 33 | 3.3% |
| 3 | 32 | 3.2% |
| 4.7 | 28 | 2.8% |
| 4.6 | 26 | 2.6% |
| 4.2 | 24 | 2.4% |
| 3.8 | 23 | 2.3% |
| Other values (100) | 687 |
| Value | Count | Frequency (%) |
| 0.5 | 1 | 0.1% |
| 1.1 | 1 | 0.1% |
| 1.2 | 2 | 0.2% |
| 1.8 | 3 | 0.3% |
| 1.9 | 1 | 0.1% |
| 2 | 19 | |
| 2.1 | 16 | |
| 2.2 | 5 | 0.5% |
| 2.3 | 9 | |
| 2.4 | 5 | 0.5% |
| Value | Count | Frequency (%) |
| 38.9 | 1 | 0.1% |
| 26.4 | 1 | 0.1% |
| 24 | 3 | |
| 22 | 2 | |
| 20.8 | 4 | |
| 20 | 1 | 0.1% |
| 17.1 | 1 | 0.1% |
| 14.9 | 1 | 0.1% |
| 14.5 | 2 | |
| 14.1 | 2 |
Cr
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 113 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.943 |
| Minimum | 6 |
|---|---|
| Maximum | 800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 33.95 |
| Q1 | 48 |
| median | 60 |
| Q3 | 73 |
| 95-th percentile | 111 |
| Maximum | 800 |
| Range | 794 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 59.984747 |
|---|---|
| Coefficient of variation (CV) | 0.87006291 |
| Kurtosis | 91.714882 |
| Mean | 68.943 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 8.4741512 |
| Sum | 68943 |
| Variance | 3598.1699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56 | 55 | 5.5% |
| 72 | 32 | 3.2% |
| 55 | 30 | 3.0% |
| 63 | 27 | 2.7% |
| 53 | 27 | 2.7% |
| 48 | 26 | 2.6% |
| 70 | 25 | 2.5% |
| 62 | 24 | 2.4% |
| 59 | 23 | 2.3% |
| 38 | 22 | 2.2% |
| Other values (103) | 709 |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 20 | 2 | |
| 22 | 2 | |
| 23 | 4 | |
| 24 | 2 | |
| 25 | 2 | |
| 26 | 1 | 0.1% |
| 27 | 2 | |
| 28 | 4 | |
| 29 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 800 | 4 | |
| 401 | 3 | |
| 370 | 2 | |
| 344 | 1 | 0.1% |
| 327 | 1 | 0.1% |
| 315 | 2 | |
| 243 | 1 | 0.1% |
| 230 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| 203 | 1 | 0.1% |
HbA1c
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 111 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.28116 |
| Minimum | 0.9 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 4.2 |
| Q1 | 6.5 |
| median | 8 |
| Q3 | 10.2 |
| 95-th percentile | 12.405 |
| Maximum | 16 |
| Range | 15.1 |
| Interquartile range (IQR) | 3.7 |
Descriptive statistics
| Standard deviation | 2.5340031 |
|---|---|
| Coefficient of variation (CV) | 0.30599616 |
| Kurtosis | -0.25086926 |
| Mean | 8.28116 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | 0.2216894 |
| Sum | 8281.16 |
| Variance | 6.4211718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 34 | 3.4% |
| 9 | 32 | 3.2% |
| 7 | 32 | 3.2% |
| 4 | 30 | 3.0% |
| 6.8 | 30 | 3.0% |
| 6 | 25 | 2.5% |
| 10.2 | 24 | 2.4% |
| 7.2 | 21 | 2.1% |
| 5 | 20 | 2.0% |
| 7.7 | 19 | 1.9% |
| Other values (101) | 733 |
| Value | Count | Frequency (%) |
| 0.9 | 4 | 0.4% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 3.7 | 4 | 0.4% |
| 4 | 30 | |
| 4.1 | 8 | 0.8% |
| 4.2 | 5 | 0.5% |
| 4.3 | 10 | 1.0% |
| 4.5 | 7 | 0.7% |
| 4.6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | 0.1% |
| 15.9 | 1 | 0.1% |
| 15 | 2 | |
| 14.8 | 1 | 0.1% |
| 14.7 | 3 | |
| 14.6 | 2 | |
| 14.5 | 2 | |
| 14.4 | 1 | 0.1% |
| 14.1 | 1 | 0.1% |
| 13.9 | 3 |
Chol
Real number (ℝ)
| Distinct | 77 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.86282 |
| Minimum | 0 |
|---|---|
| Maximum | 10.3 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 4.8 |
| Q3 | 5.6 |
| 95-th percentile | 7.1 |
| Maximum | 10.3 |
| Range | 10.3 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.3017375 |
|---|---|
| Coefficient of variation (CV) | 0.2676919 |
| Kurtosis | 1.9243445 |
| Mean | 4.86282 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.61712266 |
| Sum | 4862.82 |
| Variance | 1.6945206 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.4 | 55 | 5.5% |
| 4.9 | 46 | 4.6% |
| 4.8 | 40 | 4.0% |
| 4 | 38 | 3.8% |
| 5.3 | 38 | 3.8% |
| 4.2 | 37 | 3.7% |
| 4.1 | 36 | 3.6% |
| 3.6 | 33 | 3.3% |
| 5.2 | 33 | 3.3% |
| 4.7 | 30 | 3.0% |
| Other values (67) | 614 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 0.5 | 1 | 0.1% |
| 0.6 | 2 | 0.2% |
| 1.2 | 1 | 0.1% |
| 2 | 6 | |
| 2.1 | 2 | 0.2% |
| 2.3 | 3 | |
| 2.4 | 6 | |
| 2.5 | 4 | |
| 2.6 | 4 |
| Value | Count | Frequency (%) |
| 10.3 | 1 | 0.1% |
| 9.9 | 1 | 0.1% |
| 9.8 | 2 | |
| 9.7 | 2 | |
| 9.5 | 4 | |
| 9.3 | 1 | 0.1% |
| 9.2 | 1 | 0.1% |
| 9.1 | 1 | 0.1% |
| 8.8 | 2 | |
| 8.6 | 1 | 0.1% |
TG
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 69 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.34961 |
| Minimum | 0.3 |
|---|---|
| Maximum | 13.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.8 |
| Q1 | 1.5 |
| median | 2 |
| Q3 | 2.9 |
| 95-th percentile | 5.1 |
| Maximum | 13.8 |
| Range | 13.5 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.401176 |
|---|---|
| Coefficient of variation (CV) | 0.59634408 |
| Kurtosis | 10.26366 |
| Mean | 2.34961 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 2.2984561 |
| Sum | 2349.61 |
| Variance | 1.9632942 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.1 | 65 | 6.5% |
| 2 | 61 | 6.1% |
| 1.3 | 52 | 5.2% |
| 1.5 | 51 | 5.1% |
| 1.7 | 44 | 4.4% |
| 1.9 | 42 | 4.2% |
| 1.8 | 38 | 3.8% |
| 1.6 | 35 | 3.5% |
| 2.2 | 34 | 3.4% |
| 1.2 | 33 | 3.3% |
| Other values (59) | 545 |
| Value | Count | Frequency (%) |
| 0.3 | 2 | 0.2% |
| 0.5 | 1 | 0.1% |
| 0.6 | 14 | |
| 0.7 | 25 | |
| 0.8 | 17 | |
| 0.9 | 15 | |
| 1 | 29 | |
| 1.1 | 31 | |
| 1.19 | 3 | 0.3% |
| 1.2 | 33 |
| Value | Count | Frequency (%) |
| 13.8 | 1 | 0.1% |
| 12.7 | 1 | 0.1% |
| 11.6 | 1 | 0.1% |
| 8.7 | 1 | 0.1% |
| 8.5 | 1 | 0.1% |
| 7.7 | 2 | |
| 7.2 | 2 | |
| 7 | 3 | |
| 6.8 | 3 | |
| 6.7 | 2 |
HDL
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.20475 |
| Minimum | 0.2 |
|---|---|
| Maximum | 9.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.7 |
| Q1 | 0.9 |
| median | 1.1 |
| Q3 | 1.3 |
| 95-th percentile | 1.9 |
| Maximum | 9.9 |
| Range | 9.7 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.66041357 |
|---|---|
| Coefficient of variation (CV) | 0.54817478 |
| Kurtosis | 62.629947 |
| Mean | 1.20475 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 6.2832012 |
| Sum | 1204.75 |
| Variance | 0.43614608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.1 | 147 | |
| 0.9 | 141 | |
| 1 | 135 | |
| 0.8 | 84 | |
| 1.3 | 80 | |
| 1.2 | 71 | |
| 0.7 | 57 | 5.7% |
| 1.4 | 54 | 5.4% |
| 1.6 | 40 | 4.0% |
| 1.8 | 31 | 3.1% |
| Other values (38) | 160 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | 0.1% |
| 0.4 | 7 | 0.7% |
| 0.5 | 7 | 0.7% |
| 0.6 | 24 | 2.4% |
| 0.7 | 57 | |
| 0.75 | 3 | 0.3% |
| 0.8 | 84 | |
| 0.9 | 141 | |
| 0.95 | 1 | 0.1% |
| 1 | 135 |
| Value | Count | Frequency (%) |
| 9.9 | 1 | |
| 9 | 1 | |
| 6.6 | 2 | |
| 6.3 | 1 | |
| 5 | 1 | |
| 4 | 1 | |
| 3.9 | 1 | |
| 3.8 | 1 | |
| 3.6 | 2 | |
| 3.4 | 1 |
LDL
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.60979 |
| Minimum | 0.3 |
|---|---|
| Maximum | 9.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.8 |
| median | 2.5 |
| Q3 | 3.3 |
| 95-th percentile | 4.3 |
| Maximum | 9.9 |
| Range | 9.6 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.1151017 |
|---|---|
| Coefficient of variation (CV) | 0.42727643 |
| Kurtosis | 4.27576 |
| Mean | 2.60979 |
| Median Absolute Deviation (MAD) | 0.75 |
| Skewness | 1.1459096 |
| Sum | 2609.79 |
| Variance | 1.2434519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.5 | 87 | 8.7% |
| 2 | 55 | 5.5% |
| 1.7 | 40 | 4.0% |
| 1.4 | 37 | 3.7% |
| 3.1 | 37 | 3.7% |
| 3 | 37 | 3.7% |
| 2.6 | 35 | 3.5% |
| 3.6 | 32 | 3.2% |
| 3.5 | 32 | 3.2% |
| 1.3 | 29 | 2.9% |
| Other values (55) | 579 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | 0.1% |
| 0.5 | 2 | 0.2% |
| 0.6 | 3 | 0.3% |
| 0.7 | 2 | 0.2% |
| 0.75 | 3 | 0.3% |
| 0.8 | 7 | 0.7% |
| 0.9 | 22 | |
| 0.95 | 4 | 0.4% |
| 0.96 | 1 | 0.1% |
| 1 | 9 |
| Value | Count | Frequency (%) |
| 9.9 | 2 | |
| 7.9 | 2 | |
| 7.5 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 6.4 | 1 | 0.1% |
| 5.9 | 1 | 0.1% |
| 5.6 | 3 | |
| 5.5 | 4 | |
| 5.3 | 1 | 0.1% |
| 5.1 | 1 | 0.1% |
VLDL
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 60 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8547 |
| Minimum | 0.1 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 0.7 |
| median | 0.9 |
| Q3 | 1.5 |
| 95-th percentile | 8.1 |
| Maximum | 35 |
| Range | 34.9 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 3.6635993 |
|---|---|
| Coefficient of variation (CV) | 1.9753056 |
| Kurtosis | 33.51147 |
| Mean | 1.8547 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 5.3504447 |
| Sum | 1854.7 |
| Variance | 13.42196 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 132 | |
| 0.7 | 94 | 9.4% |
| 0.6 | 80 | 8.0% |
| 0.8 | 76 | 7.6% |
| 1 | 71 | 7.1% |
| 1.5 | 63 | 6.3% |
| 0.5 | 55 | 5.5% |
| 1.1 | 54 | 5.4% |
| 1.3 | 44 | 4.4% |
| 0.4 | 37 | 3.7% |
| Other values (50) | 294 |
| Value | Count | Frequency (%) |
| 0.1 | 2 | 0.2% |
| 0.2 | 5 | 0.5% |
| 0.3 | 26 | 2.6% |
| 0.4 | 37 | 3.7% |
| 0.5 | 55 | |
| 0.6 | 80 | |
| 0.7 | 94 | |
| 0.8 | 76 | |
| 0.9 | 132 | |
| 1 | 71 |
| Value | Count | Frequency (%) |
| 35 | 1 | |
| 33.6 | 1 | |
| 31.8 | 2 | |
| 31 | 1 | |
| 27.2 | 1 | |
| 24.5 | 1 | |
| 22.7 | 1 | |
| 22.2 | 2 | |
| 19.5 | 1 | |
| 18.1 | 1 |
BMI
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.57802 |
| Minimum | 19 |
|---|---|
| Maximum | 47.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 26 |
| median | 30 |
| Q3 | 33 |
| 95-th percentile | 38 |
| Maximum | 47.75 |
| Range | 28.75 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.9623881 |
|---|---|
| Coefficient of variation (CV) | 0.16777283 |
| Kurtosis | -0.29614367 |
| Mean | 29.57802 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.12580694 |
| Sum | 29578.02 |
| Variance | 24.625296 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 114 | 11.4% |
| 33 | 101 | 10.1% |
| 29 | 72 | 7.2% |
| 26 | 64 | 6.4% |
| 24 | 58 | 5.8% |
| 28 | 56 | 5.6% |
| 31 | 53 | 5.3% |
| 27 | 46 | 4.6% |
| 32 | 45 | 4.5% |
| 21 | 36 | 3.6% |
| Other values (54) | 355 |
| Value | Count | Frequency (%) |
| 19 | 7 | 0.7% |
| 19.5 | 1 | 0.1% |
| 20 | 10 | 1.0% |
| 21 | 36 | |
| 21.17 | 2 | 0.2% |
| 22 | 36 | |
| 22.5 | 1 | 0.1% |
| 23 | 35 | |
| 23.5 | 1 | 0.1% |
| 24 | 58 |
| Value | Count | Frequency (%) |
| 47.75 | 1 | 0.1% |
| 47 | 2 | 0.2% |
| 43.25 | 2 | 0.2% |
| 40.5 | 2 | 0.2% |
| 40 | 2 | 0.2% |
| 39.18 | 2 | 0.2% |
| 39 | 22 | |
| 38.62 | 1 | 0.1% |
| 38 | 24 | |
| 37.62 | 1 | 0.1% |
CLASS
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Y | |
|---|---|
| N | |
| P | 53 |
| Y | 4 |
| N | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.005 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1005 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| Y | 840 | |
| N | 102 | 10.2% |
| P | 53 | 5.3% |
| Y | 4 | 0.4% |
| N | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 844 | |
| n | 103 | 10.3% |
| p | 53 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 844 | |
| N | 103 | 10.2% |
| P | 53 | 5.3% |
| 5 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1000 | |
| Space Separator | 5 | 0.5% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| Y | 844 | |
| N | 103 | 10.3% |
| P | 53 | 5.3% |
Space Separator
| Value | Count | Frequency (%) |
| 5 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1000 | |
| Common | 5 | 0.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Y | 844 | |
| N | 103 | 10.3% |
| P | 53 | 5.3% |
Common
| Value | Count | Frequency (%) |
| 5 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1005 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Y | 844 | |
| N | 103 | 10.2% |
| P | 53 | 5.3% |
| 5 | 0.5% |
| AGE | BMI | CLASS | Chol | Cr | Gender | HDL | HbA1c | ID | LDL | No_Pation | TG | Urea | VLDL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.373 | 0.289 | 0.039 | 0.061 | 0.071 | -0.052 | 0.411 | -0.065 | 0.001 | -0.060 | 0.175 | 0.155 | 0.036 |
| BMI | 0.373 | 1.000 | 0.398 | 0.006 | 0.037 | 0.120 | 0.037 | 0.417 | 0.046 | -0.115 | -0.040 | 0.107 | 0.052 | 0.214 |
| CLASS | 0.289 | 0.398 | 1.000 | 0.172 | 0.048 | 0.087 | -0.013 | 0.568 | -0.055 | -0.008 | -0.090 | 0.226 | 0.092 | 0.235 |
| Chol | 0.039 | 0.006 | 0.172 | 1.000 | -0.004 | 0.000 | 0.109 | 0.152 | 0.033 | 0.432 | 0.106 | 0.345 | 0.004 | 0.251 |
| Cr | 0.061 | 0.037 | 0.048 | -0.004 | 1.000 | 0.000 | -0.069 | -0.082 | -0.073 | 0.085 | 0.071 | 0.079 | 0.568 | 0.097 |
| Gender | 0.071 | 0.120 | 0.087 | 0.000 | 0.000 | 1.000 | -0.119 | 0.006 | 0.021 | 0.044 | 0.066 | 0.016 | 0.186 | 0.074 |
| HDL | -0.052 | 0.037 | -0.013 | 0.109 | -0.069 | -0.119 | 1.000 | -0.027 | -0.026 | -0.191 | -0.006 | -0.165 | -0.054 | -0.069 |
| HbA1c | 0.411 | 0.417 | 0.568 | 0.152 | -0.082 | 0.006 | -0.027 | 1.000 | -0.011 | -0.023 | 0.049 | 0.232 | 0.015 | 0.222 |
| ID | -0.065 | 0.046 | -0.055 | 0.033 | -0.073 | 0.021 | -0.026 | -0.011 | 1.000 | -0.061 | 0.037 | -0.094 | -0.057 | 0.034 |
| LDL | 0.001 | -0.115 | -0.008 | 0.432 | 0.085 | 0.044 | -0.191 | -0.023 | -0.061 | 1.000 | 0.051 | 0.063 | -0.013 | 0.020 |
| No_Pation | -0.060 | -0.040 | -0.090 | 0.106 | 0.071 | 0.066 | -0.006 | 0.049 | 0.037 | 0.051 | 1.000 | 0.041 | 0.036 | 0.139 |
| TG | 0.175 | 0.107 | 0.226 | 0.345 | 0.079 | 0.016 | -0.165 | 0.232 | -0.094 | 0.063 | 0.041 | 1.000 | 0.070 | 0.599 |
| Urea | 0.155 | 0.052 | 0.092 | 0.004 | 0.568 | 0.186 | -0.054 | 0.015 | -0.057 | -0.013 | 0.036 | 0.070 | 1.000 | 0.016 |
| VLDL | 0.036 | 0.214 | 0.235 | 0.251 | 0.097 | 0.074 | -0.069 | 0.222 | 0.034 | 0.020 | 0.139 | 0.599 | 0.016 | 1.000 |
| ID | No_Pation | Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | CLASS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 502 | 17975 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | N |
| 1 | 735 | 34221 | M | 26 | 4.5 | 62 | 4.9 | 3.7 | 1.4 | 1.1 | 2.1 | 0.6 | 23.0 | N |
| 2 | 420 | 47975 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | N |
| 3 | 680 | 87656 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | N |
| 4 | 504 | 34223 | M | 33 | 7.1 | 46 | 4.9 | 4.9 | 1.0 | 0.8 | 2.0 | 0.4 | 21.0 | N |
| 5 | 634 | 34224 | F | 45 | 2.3 | 24 | 4.0 | 2.9 | 1.0 | 1.0 | 1.5 | 0.4 | 21.0 | N |
| 6 | 721 | 34225 | F | 50 | 2.0 | 50 | 4.0 | 3.6 | 1.3 | 0.9 | 2.1 | 0.6 | 24.0 | N |
| 7 | 421 | 34227 | M | 48 | 4.7 | 47 | 4.0 | 2.9 | 0.8 | 0.9 | 1.6 | 0.4 | 24.0 | N |
| 8 | 670 | 34229 | M | 43 | 2.6 | 67 | 4.0 | 3.8 | 0.9 | 2.4 | 3.7 | 1.0 | 21.0 | N |
| 9 | 759 | 34230 | F | 32 | 3.6 | 28 | 4.0 | 3.8 | 2.0 | 2.4 | 3.8 | 1.0 | 24.0 | N |
| ID | No_Pation | Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | CLASS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 194 | 454316 | F | 57 | 4.1 | 70 | 9.3 | 5.3 | 3.3 | 1.0 | 1.4 | 1.3 | 29.0 | Y |
| 991 | 195 | 4543 | f | 55 | 4.1 | 34 | 13.9 | 5.4 | 1.6 | 1.6 | 3.1 | 0.7 | 33.0 | Y |
| 992 | 196 | 454316 | M | 55 | 3.1 | 39 | 8.5 | 5.0 | 2.5 | 1.9 | 2.9 | 0.7 | 27.0 | Y |
| 993 | 198 | 454316 | M | 28 | 3.5 | 61 | 8.5 | 4.5 | 1.9 | 1.1 | 2.6 | 0.8 | 37.0 | Y |
| 994 | 199 | 454316 | M | 69 | 10.3 | 185 | 7.7 | 4.9 | 1.9 | 1.2 | 3.0 | 0.7 | 37.0 | Y |
| 995 | 200 | 454317 | M | 71 | 11.0 | 97 | 7.0 | 7.5 | 1.7 | 1.2 | 1.8 | 0.6 | 30.0 | Y |
| 996 | 671 | 876534 | M | 31 | 3.0 | 60 | 12.3 | 4.1 | 2.2 | 0.7 | 2.4 | 15.4 | 37.2 | Y |
| 997 | 669 | 87654 | M | 30 | 7.1 | 81 | 6.7 | 4.1 | 1.1 | 1.2 | 2.4 | 8.1 | 27.4 | Y |
| 998 | 99 | 24004 | M | 38 | 5.8 | 59 | 6.7 | 5.3 | 2.0 | 1.6 | 2.9 | 14.0 | 40.5 | Y |
| 999 | 248 | 24054 | M | 54 | 5.0 | 67 | 6.9 | 3.8 | 1.7 | 1.1 | 3.0 | 0.7 | 33.0 | Y |